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Hierarchical Compact Clustering Attention (COCA) for Unsupervised Object-Centric Learning

We propose the Compact Clustering Attention (COCA) layer, an effective building block that introduces a hierarchical strategy for object-centric representation learning, while solving the unsupervised object discovery task on single images. COCA is an attention-based clustering module capable of ext…